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Miniature of Comparing Experimental and Nonexperimental Methods: What Lessons Have We Learned Four Decades after LaLonde (1986)?
Comparing Experimental and Nonexperimental Methods: What Lessons Have We Learned Four Decades after LaLonde (1986)?
Miniature of The Experimental Selection Correction Estimator: Using Experiments to Remove Biases in Observational Estimates
The Experimental Selection Correction Estimator: Using Experiments to Remove Biases in Observational Estimates
Miniature of Using Multiple Outcomes to Adjust Standard Errors for Spatial Correlation
Using Multiple Outcomes to Adjust Standard Errors for Spatial Correlation
Miniature of On Synthetic Difference-In-Differences and Related Estimation Methods in Stata
On Synthetic Difference-In-Differences and Related Estimation Methods in Stata
Miniature of Design‐Robust Two‐Way‐Fixed‐Effects Regression for Panel Data
Design‐Robust Two‐Way‐Fixed‐Effects Regression for Panel Data
Miniature of Long-Term Causal Inference Under Persistent Confounding Via Data Combination
Long-Term Causal Inference Under Persistent Confounding Via Data Combination
Miniature of Causal Models for Longitudinal and Panel Data: A Survey
Causal Models for Longitudinal and Panel Data: A Survey
Miniature of The Lifetime Impacts of the New Deal's Youth Employment Program
The Lifetime Impacts of the New Deal's Youth Employment Program
Miniature of Optimal Experimental Design for Staggered Rollouts
Optimal Experimental Design for Staggered Rollouts
Miniature of Causal Inference in the Social Sciences
Causal Inference in the Social Sciences
Miniature of Double and Single Descent in Causal Inference with an Application to High-Dimensional Synthetic Control
Double and Single Descent in Causal Inference with an Application to High-Dimensional Synthetic Control
Miniature of Fixed Effects and the Generalized Mundlak Estimator
Fixed Effects and the Generalized Mundlak Estimator
Miniature of A Design-Based Perspective on Synthetic Control Methods
A Design-Based Perspective on Synthetic Control Methods
Miniature of Semi-Parametric Estimation of Treatment Effects in Randomised Experiments
Semi-Parametric Estimation of Treatment Effects in Randomised Experiments
Miniature of Causality in Econometrics: Choice Vs Chance
Causality in Econometrics: Choice Vs Chance
Miniature of When Should You Adjust Standard Errors for Clustering?
When Should You Adjust Standard Errors for Clustering?
Miniature of Doubly Robust Identification for Causal Panel Data Models
Doubly Robust Identification for Causal Panel Data Models
Miniature of Design-Based Analysis in Difference-In-Differences Settings with Staggered Adoption
Design-Based Analysis in Difference-In-Differences Settings with Staggered Adoption
Miniature of Synthetic Difference-In-Differences
Synthetic Difference-In-Differences
Miniature of Bayesian Meta-Prior Learning Using Empirical Bayes
Bayesian Meta-Prior Learning Using Empirical Bayes
Miniature of Semiparametric Estimation of Treatment Effects in Randomized Experiments
Semiparametric Estimation of Treatment Effects in Randomized Experiments
Miniature of A Causal Bootstrap
A Causal Bootstrap
Miniature of Double-Robust Two-Way-Fixed-Effects Regression for Panel Data
Double-Robust Two-Way-Fixed-Effects Regression for Panel Data
Miniature of Statistical Significance, P-Values, and the Reporting of Uncertainty
Statistical Significance, P-Values, and the Reporting of Uncertainty
Miniature of Matrix Completion Methods for Causal Panel Data Models
Matrix Completion Methods for Causal Panel Data Models
Miniature of Using Wasserstein Generative Adversarial Networks for the Design of Monte Carlo Simulations
Using Wasserstein Generative Adversarial Networks for the Design of Monte Carlo Simulations
Miniature of Potential Outcome and Directed Acyclic Graph Approaches to Causality: Relevance for Empirical Practice in Economics
Potential Outcome and Directed Acyclic Graph Approaches to Causality: Relevance for Empirical Practice in Economics
Miniature of Combining Experimental and Observational Data to Estimate Treatment Effects on Long Term Outcomes
Combining Experimental and Observational Data to Estimate Treatment Effects on Long Term Outcomes
Miniature of Sampling-Based Versus Design-Based Uncertainty in Regression Analysis
Sampling-Based Versus Design-Based Uncertainty in Regression Analysis
Miniature of Using Wasserstein Generative Adversarial Networks for the Design of Monte Carlo Simulations
Using Wasserstein Generative Adversarial Networks for the Design of Monte Carlo Simulations
Miniature of The Surrogate Index: Combining Short-Term Proxies to Estimate Long-Term Treatment Effects More Rapidly and Precisely
The Surrogate Index: Combining Short-Term Proxies to Estimate Long-Term Treatment Effects More Rapidly and Precisely
Miniature of Machine Learning Methods That Economists Should Know About
Machine Learning Methods That Economists Should Know About
Miniature of Optimized Regression Discontinuity Designs
Optimized Regression Discontinuity Designs
Miniature of Ensemble Methods for Causal Effects in Panel Data Settings
Ensemble Methods for Causal Effects in Panel Data Settings
Miniature of External Validity in Fuzzy Regression Discontinuity Designs
External Validity in Fuzzy Regression Discontinuity Designs
Miniature of Machine Learning Methods Economists Should Know About
Machine Learning Methods Economists Should Know About
Miniature of Synthetic Difference in Differences
Synthetic Difference in Differences
Miniature of Identification and Efficiency Bounds for the Average Match Function Under Conditionally Exogenous Matching
Identification and Efficiency Bounds for the Average Match Function Under Conditionally Exogenous Matching
Miniature of Matrix Completion Methods for Causal Panel Data Models
Matrix Completion Methods for Causal Panel Data Models
Miniature of Design-Based Analysis in Difference-In-Differences Settings with Staggered Adoption
Design-Based Analysis in Difference-In-Differences Settings with Staggered Adoption
Miniature of Why High-Order Polynomials Should Not Be Used in Regression Discontinuity Designs
Why High-Order Polynomials Should Not Be Used in Regression Discontinuity Designs
Miniature of Pharmacogenetic Testing Among Patients with Mood and Anxiety Disorders Is Associated with Decreased Utilization and Cost: A Propensity-Score Matched Study
Pharmacogenetic Testing Among Patients with Mood and Anxiety Disorders Is Associated with Decreased Utilization and Cost: A Propensity-Score Matched Study
Miniature of Addressing Unmeasured Confounding in Comparative Observational Research
Addressing Unmeasured Confounding in Comparative Observational Research
Miniature of Estimation Considerations in Contextual Bandits
Estimation Considerations in Contextual Bandits
Miniature of When Should You Adjust Standard Errors for Clustering?
When Should You Adjust Standard Errors for Clustering?
Miniature of Sampling-Based Vs. Design-Based Uncertainty in Regression Analysis
Sampling-Based Vs. Design-Based Uncertainty in Regression Analysis
Miniature of Estimating Average Treatment Effects: Supplementary Analyses and Remaining Challenges
Estimating Average Treatment Effects: Supplementary Analyses and Remaining Challenges
Miniature of The State of Applied Econometrics: Causality and Policy Evaluation
The State of Applied Econometrics: Causality and Policy Evaluation
Miniature of Exact P-Values for Network Interference
Exact P-Values for Network Interference
Miniature of Robust Standard Errors in Small Samples: Some Practical Advice
Robust Standard Errors in Small Samples: Some Practical Advice
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GSB Authors: Guido Imbens   Remove all  

19 econometrics 16 statistics 15 mathematics 13 computer science 12 advanced causal inference techniques 12 causal inference 12 statistics and probability 10 inference 9 artificial intelligence 9 regression analysis 7 economics 7 machine learning 7 panel data 7 potential outcomes 6 causal effects 6 estimator 6 treatment effectiveness 5 chemistry 5 estimation 5 mathematical economics 5 panel analysis 5 propensity score matching 5 statistical methods and inference 5 unconfoundedness 4 difference in differences 4 fixed effects 4 management 4 outcome (game theory) 4 physics 4 propensity score 4 regression 4 regression discontinuity design 4 sample size determination 4 statistical methods and bayesian inference 4 treatment effects 4 uncertainty 3 accounting 3 confidence intervals 3 data mining 3 difference-in-differences 3 empirical research 3 estimation theory 3 matching 3 mathematical models 3 medicine 3 quantum mechanics 3 sample (material) 3 school choice and performance 3 simulation methods & models 3 synthetic controls 3 variance (accounting) 2 aerospace engineering 2 algorithm 2 average treatment effect 2 average treatment effects 2 biochemistry 2 bootstrap 2 causal models 2 causality 2 chromatography 2 cluster sampling 2 computer vision 2 counterfactual thinking 2 cross-section data 2 cross-validation 2 data modeling 2 demography 2 double robustness 2 download 2 engineering 2 error analysis in mathematics 2 experimental design 2 filter (signal processing) 2 fixed effects model 2 gene 2 generalized propensity score 2 heterogeneity 2 instrumental variables 2 labor studies 2 law 2 management science and operations research 2 matching theory 2 mathematical analysis 2 multi-level treatments 2 null hypothesis 2 observational studies 2 observational study 2 operating system 2 perspective (graphical) 2 political science 2 population 2 programming language 2 psychology 2 randomization 2 randomized controlled trials 2 regression discontinuity 2 robust control 2 robust statistics 2 robustness (evolution) 2 sampling (signal processing) 2 scientific observation 2 sociology 2 subclassification 2 term (time) 2 traditional medicine 2 treatment effect 2 world wide web 1 Choo–Siow model 1 Monte Carlo method 1 World War II 1 adoption 1 adults 1 advanced bandit algorithms research 1 adversarial system 1 aggregate redistributional effects 1 algorithms 1 alternative hypothesis 1 analysis of covariance 1 analysis of variance 1 antidepressant 1 anxiety disorder 1 approximation theory 1 arithmetic 1 assignment game 1 assignment problem 1 assortative matching 1 astrophysics 1 asymptotic normality 1 average match function 1 bandwidths 1 best practice recommendation 1 binary number 1 biomarker 1 business 1 casual inference 1 causal identification 1 causation 1 children and families 1 class (philosophy) 1 cluster 1 cluster (spacecraft) 1 cluster analysis 1 clustering 1 combinatorial optimization 1 combinatorics 1 complementarity 1 composite material 1 computer simulation 1 conditional expectations 1 conditional inference 1 conditioned response 1 confounding 1 contextual design 1 convergence (economics) 1 credibility 1 cross-section 1 cytochrome P450 1 data combination 1 death certificates 1 decision-making and behavioral economics 1 degrees of freedom 1 descriptive and causal estimands 1 descriptive statistics 1 dimension (graph theory) 1 directed acyclic graphs 1 discontinuity (linguistics) 1 discrimination 1 distribution (probability theory) 1 doubly robust estimation 1 dynamic discrete-choice 1 dynamic programming 1 earnings 1 economic growth 1 economic models 1 economic policies and impacts 1 economic research 1 economic statistics 1 economics of education 1 education 1 efficiency analysis using dea 1 eigenvalues and eigenvectors 1 electronic records 1 empirical Bayes methods 1 employee training 1 endogeneity 1 endogeneity (econometrics) 1 energy, environment, economic growth 1 epistemology 1 estimation methods 1 evaluation and performance assessment 1 exogeneity 1 experiments 1 explainable artificial intelligence (xai) 1 external validity 1 factor models 1 finance 1 finite population 1 fix-point estimation 1 forcing (mathematics) 1 forecasting 1 forecasting techniques and applications 1 fraction (chemistry) 1 friendship 1 functional forms 1 fuzzy regression discontinuity designs 1 gaussian 1 gender, labor, and family dynamics 1 generalized propensity scores 1 generative adversarial networks 1 generative grammar 1 genetic 1 geographic mobility 1 global analysis (mathematics) 1 goodness of fit 1 graph theory 1 gross domestic product 1 groups 1 health systems, economic evaluations, quality of life 1 health, education, and welfare 1 heterogeneous treatment effects 1 heteroscedasticity 1 identification 1 index (typography) 1 inference (logic) 1 inferential statistics 1 instantaneous and cumulative effects 1 instrumental variable 1 instrumental variables (statistics) 1 interactive fixed effects 1 interference 1 internal medicine 1 intersection (aeronautics) 1 labor economics 1 labor market dynamics and wage inequality 1 learning 1 least squares 1 limit (mathematics) 1 limited-information-maximum-likelihood 1 linear-in-means model 1 linear-regression 1 local average treatment effects 1 local linear regression 1 location 1 long-term causal inference 1 low-rank confounders 1 low-rank matrix estimation 1 major depressive disorder 1 many instruments 1 matching (statistics) 1 matching estimators 1 materials science 1 mathematical models of economics 1 mathematical regularization 1 mathematical statistics 1 mathematical variables 1 matrices 1 matrix (chemical analysis) 1 matrix completion 1 matrix norm 1 matrix norms 1 maximum likelihood statistics 1 medical care 1 missing data 1 misspecification 1 models 1 modern literature 1 monetary policy and economic impact 1 monte carlo method 1 motivation (psychology) 1 multiple randomization designs 1 natural experiments 1 network formation 1 nonadaptive and adaptive experiments 1 noncompliance 1 nonparametric estimation 1 nonparametric models 1 nonparametric statistics 1 nuclear matrix 1 null (sql) 1 null model 1 numerical analysis 1 object (grammar) 1 one-to-one matching with transfers 1 online experimentation 1 optimal bandwidth selection 1 optimization 1 order-statistics 1 organic chemistry 1 parametric statistics 1 partial identification 1 partial mean 1 pharmacoepidemiology 1 philosophy 1 policy analysis 1 policy evaluation 1 polynomial regression 1 polynomials 1 potential outcome 1 poverty, education, and child welfare 1 program evaluation 1 proxy variables 1 public economics 1 publication bias 1 pure mathematics 1 quantile treatment effects 1 random assignment 1 randomization distribution 1 randomized controlled trial 1 randomized experiments 1 range (aeronautics) 1 receipt 1 regression discontinuity designs 1 regression-models 1 regret 1 relevance (law) 1 research personnel 1 residual 1 robust regression 1 robust standard errors 1 sampling design 1 sdid 1 selection models 1 semi-parametric efficiency bound 1 semiparametric efficiency 1 semiparametric model 1 sensitivity analyses 1 set (abstract data type) 1 simultaneous equations models 1 smoothness of functions 1 social groups 1 social networks 1 social psychology 1 social sciences 1 social sciences > research 1 sparse estimation 1 spatial and panel data analysis 1 st0757 1 staggered adoption 1 staggered adoption design 1 standard error 1 statistical bootstrapping 1 statistical correlation 1 statistical hypothesis testing 1 statistical inference 1 statistical models 1 statistical significance 1 stochastic processes 1 student teachers 1 supervised learning 1 supervised machine learning 1 synthetic control 1 synthetic control method 1 synthetic control methods 1 synthetic difference in differences 1 systematic review 1 technical 1 technical specifications 1 thermodynamics 1 time-series 1 training-programs 1 treatment effect estimation and inference 1 treatment of fibromyalgia 1 two-sided marketplaces 1 two-stage-least-squares 1 two-way fixed effects 1 unconfoundedness. 1 units 1 units of time 1 unmeasured confounding 1 unobserved confounding 1 unsupervised learning 1 variable (mathematics) 1 variation (astronomy) 1 visualization 1 working papers